Field notes on applied AI for content, commerce, and marketing: build logs, tool teardowns, and workflow systems.
FFmpeg for AI Video Workflows: A Practical Guide
Extract frames, cut clips, sample scenes, pull audio for transcription, and batch it all. The hidden layer that makes AI video systems usable.
What Most AI Content Automation Tools Still Get Wrong
They optimize generation, not workflow. Brand taste is not just prompting, human review is still the bottleneck, and asset management matters more than the model.